blob: 3b0b4e298f850a6ee84130027ce0dc99a02c208c [file] [log] [blame]
#!/usr/bin/env python
##
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License. You may obtain a copy of the License at
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Test the schema parsing logic."""
from __future__ import absolute_import, division, print_function
import json
import unittest
import warnings
import set_avro_test_path
from avro import schema
class TestSchema(object):
"""A proxy for a schema string that provides useful test metadata."""
def __init__(self, data, name='', comment='', warnings=None):
if not isinstance(data, basestring):
data = json.dumps(data)
self.data = data
self.name = name or data # default to data for name
self.comment = comment
self.warnings = warnings
def parse(self):
return schema.parse(str(self))
def __str__(self):
return str(self.data)
class ValidTestSchema(TestSchema):
"""A proxy for a valid schema string that provides useful test metadata."""
valid = True
class InvalidTestSchema(ValidTestSchema):
"""A proxy for an invalid schema string that provides useful test metadata."""
valid = False
PRIMITIVE_EXAMPLES = ([
InvalidTestSchema('"True"'),
InvalidTestSchema('True'),
InvalidTestSchema('{"no_type": "test"}'),
InvalidTestSchema('{"type": "panther"}'),
] + [ValidTestSchema('"{}"'.format(t)) for t in schema.PRIMITIVE_TYPES]
+ [ValidTestSchema({"type": t}) for t in schema.PRIMITIVE_TYPES])
FIXED_EXAMPLES = [
ValidTestSchema({"type": "fixed", "name": "Test", "size": 1}),
ValidTestSchema({"type": "fixed", "name": "MyFixed", "size": 1,
"namespace": "org.apache.hadoop.avro"}),
InvalidTestSchema({"type": "fixed", "name": "Missing size"}),
InvalidTestSchema({"type": "fixed", "size": 314}),
InvalidTestSchema({"type": "fixed", "size": 314, "name": "dr. spaceman"}, comment='AVRO-621'),
]
ENUM_EXAMPLES = [
ValidTestSchema({"type": "enum", "name": "Test", "symbols": ["A", "B"]}),
InvalidTestSchema({"type": "enum", "name": "Status", "symbols": "Normal Caution Critical"}),
InvalidTestSchema({"type": "enum", "name": [0, 1, 1, 2, 3, 5, 8],
"symbols": ["Golden", "Mean"]}),
InvalidTestSchema({"type": "enum", "symbols" : ["I", "will", "fail", "no", "name"]}),
InvalidTestSchema({"type": "enum", "name": "Test", "symbols": ["AA", "AA"]}),
]
ARRAY_EXAMPLES = [
ValidTestSchema({"type": "array", "items": "long"}),
ValidTestSchema({"type": "array",
"items": {"type": "enum", "name": "Test", "symbols": ["A", "B"]}}),
]
MAP_EXAMPLES = [
ValidTestSchema({"type": "map", "values": "long"}),
ValidTestSchema({"type": "map",
"values": {"type": "enum", "name": "Test", "symbols": ["A", "B"]}}),
]
UNION_EXAMPLES = [
ValidTestSchema(["string", "null", "long"]),
InvalidTestSchema(["null", "null"]),
InvalidTestSchema(["long", "long"]),
InvalidTestSchema([{"type": "array", "items": "long"},
{"type": "array", "items": "string"}]),
]
RECORD_EXAMPLES = [
ValidTestSchema({"type": "record", "name": "Test", "fields": [{"name": "f", "type": "long"}]}),
ValidTestSchema({"type": "error", "name": "Test", "fields": [{"name": "f", "type": "long"}]}),
ValidTestSchema({"type": "record", "name": "Node",
"fields": [
{"name": "label", "type": "string"},
{"name": "children", "type": {"type": "array", "items": "Node"}}]}),
ValidTestSchema({"type": "record", "name": "Lisp",
"fields": [{"name": "value",
"type": ["null", "string",
{"type": "record", "name": "Cons",
"fields": [{"name": "car", "type": "Lisp"},
{"name": "cdr", "type": "Lisp"}]}]}]}),
ValidTestSchema({"type": "record", "name": "HandshakeRequest",
"namespace": "org.apache.avro.ipc",
"fields": [{"name": "clientHash",
"type": {"type": "fixed", "name": "MD5", "size": 16}},
{"name": "clientProtocol", "type": ["null", "string"]},
{"name": "serverHash", "type": "MD5"},
{"name": "meta",
"type": ["null", {"type": "map", "values": "bytes"}]}]}),
ValidTestSchema({"type": "record", "name": "HandshakeResponse",
"namespace": "org.apache.avro.ipc",
"fields": [{"name": "match",
"type": {"type": "enum", "name": "HandshakeMatch",
"symbols": ["BOTH", "CLIENT", "NONE"]}},
{"name": "serverProtocol", "type": ["null", "string"]},
{"name": "serverHash",
"type": ["null", {"name": "MD5", "size": 16, "type": "fixed"}]},
{"name": "meta",
"type": ["null", {"type": "map", "values": "bytes"}]}]}),
ValidTestSchema({"type": "record",
"name": "Interop",
"namespace": "org.apache.avro",
"fields": [{"name": "intField", "type": "int"},
{"name": "longField", "type": "long"},
{"name": "stringField", "type": "string"},
{"name": "boolField", "type": "boolean"},
{"name": "floatField", "type": "float"},
{"name": "doubleField", "type": "double"},
{"name": "bytesField", "type": "bytes"},
{"name": "nullField", "type": "null"},
{"name": "arrayField", "type": {"type": "array", "items": "double"}},
{"name": "mapField",
"type": {"type": "map",
"values": {"name": "Foo",
"type": "record",
"fields": [{"name": "label", "type": "string"}]}}},
{"name": "unionField",
"type": ["boolean", "double", {"type": "array", "items": "bytes"}]},
{"name": "enumField",
"type": {"type": "enum", "name": "Kind", "symbols": ["A", "B", "C"]}},
{"name": "fixedField",
"type": {"type": "fixed", "name": "MD5", "size": 16}},
{"name": "recordField",
"type": {"type": "record", "name": "Node",
"fields": [{"name": "label", "type": "string"},
{"name": "children",
"type": {"type": "array",
"items": "Node"}}]}}]}),
ValidTestSchema({"type": "record", "name": "ipAddr",
"fields": [{"name": "addr", "type": [{"name": "IPv6", "type": "fixed", "size": 16},
{"name": "IPv4", "type": "fixed", "size": 4}]}]}),
InvalidTestSchema({"type": "record", "name": "Address",
"fields": [{"type": "string"}, {"type": "string", "name": "City"}]}),
InvalidTestSchema({"type": "record", "name": "Event",
"fields": [{"name": "Sponsor"}, {"name": "City", "type": "string"}]}),
InvalidTestSchema({"type": "record", "name": "Rainer",
"fields": "His vision, from the constantly passing bars"}),
InvalidTestSchema({"name": ["Tom", "Jerry"], "type": "record",
"fields": [{"name": "name", "type": "string"}]}),
]
DOC_EXAMPLES = [
ValidTestSchema({"type": "record", "name": "TestDoc", "doc": "Doc string",
"fields": [{"name": "name", "type": "string", "doc" : "Doc String"}]}),
ValidTestSchema({"type": "enum", "name": "Test", "symbols": ["A", "B"], "doc": "Doc String"}),
]
OTHER_PROP_EXAMPLES = [
ValidTestSchema({"type": "record", "name": "TestRecord", "cp_string": "string",
"cp_int": 1, "cp_array": [1, 2, 3, 4],
"fields": [{"name": "f1", "type": "string", "cp_object": {"a": 1,"b": 2}},
{"name": "f2", "type": "long", "cp_null": None}]}),
ValidTestSchema({"type": "map", "values": "long", "cp_boolean": True}),
ValidTestSchema({"type": "enum", "name": "TestEnum",
"symbols": ["one", "two", "three"], "cp_float": 1.0}),
]
DECIMAL_LOGICAL_TYPE = [
ValidTestSchema({"type": "fixed", "logicalType": "decimal", "name": "TestDecimal", "precision": 4, "size": 10, "scale": 2}),
ValidTestSchema({"type": "bytes", "logicalType": "decimal", "precision": 4, "scale": 2}),
InvalidTestSchema({"type": "fixed", "logicalType": "decimal", "name": "TestDecimal2", "precision": 2, "scale": 2, "size": -2}),
]
DATE_LOGICAL_TYPE = [
ValidTestSchema({"type": "int", "logicalType": "date"})
]
TIMEMILLIS_LOGICAL_TYPE = [
ValidTestSchema({"type": "int", "logicalType": "time-millis"})
]
TIMEMICROS_LOGICAL_TYPE = [
ValidTestSchema({"type": "long", "logicalType": "time-micros"})
]
TIMESTAMPMILLIS_LOGICAL_TYPE = [
ValidTestSchema({"type": "long", "logicalType": "timestamp-millis"})
]
TIMESTAMPMICROS_LOGICAL_TYPE = [
ValidTestSchema({"type": "long", "logicalType": "timestamp-micros"})
]
IGNORED_LOGICAL_TYPE = [
ValidTestSchema(
{"type": "string", "logicalType": "uuid"},
warnings=[schema.IgnoredLogicalType('Unknown uuid, using string.')]),
ValidTestSchema(
{"type": "string", "logicalType": "unknown-logical-type"},
warnings=[schema.IgnoredLogicalType('Unknown unknown-logical-type, using string.')]),
ValidTestSchema(
{"type": "bytes", "logicalType": "decimal", "scale": 0},
warnings=[schema.IgnoredLogicalType('Invalid decimal precision None. Must be a positive integer.')]),
ValidTestSchema(
{"type": "bytes", "logicalType": "decimal", "precision": 2.4, "scale": 0},
warnings=[schema.IgnoredLogicalType('Invalid decimal precision 2.4. Must be a positive integer.')]),
ValidTestSchema(
{"type": "bytes", "logicalType": "decimal", "precision": 2, "scale": -2},
warnings=[schema.IgnoredLogicalType('Invalid decimal scale -2. Must be a positive integer.')]),
ValidTestSchema(
{"type": "bytes", "logicalType": "decimal", "precision": -2, "scale": 2},
warnings=[schema.IgnoredLogicalType('Invalid decimal precision -2. Must be a positive integer.')]),
ValidTestSchema(
{"type": "bytes", "logicalType": "decimal", "precision": 2, "scale": 3},
warnings=[schema.IgnoredLogicalType('Invalid decimal scale 3. Cannot be greater than precision 2.')]),
ValidTestSchema(
{"type": "fixed", "logicalType": "decimal", "name": "TestIgnored", "precision": -10, "scale": 2, "size": 5},
warnings=[schema.IgnoredLogicalType('Invalid decimal precision -10. Must be a positive integer.')]),
ValidTestSchema(
{"type": "fixed", "logicalType": "decimal", "name": "TestIgnored", "scale": 2, "size": 5},
warnings=[schema.IgnoredLogicalType('Invalid decimal precision None. Must be a positive integer.')]),
ValidTestSchema(
{"type": "fixed", "logicalType": "decimal", "name": "TestIgnored", "precision": 2, "scale": 3, "size": 2},
warnings=[schema.IgnoredLogicalType('Invalid decimal scale 3. Cannot be greater than precision 2.')]),
ValidTestSchema(
{"type": "fixed", "logicalType": "decimal", "name": "TestIgnored", "precision": 311, "size": 129},
warnings=[schema.IgnoredLogicalType('Invalid decimal precision 311. Max is 310.')]),
ValidTestSchema(
{"type": "float", "logicalType": "decimal", "precision": 2, "scale": 0},
warnings=[schema.IgnoredLogicalType('Logical type decimal requires literal type bytes/fixed, not float.')]),
ValidTestSchema(
{"type": "int", "logicalType": "date1"},
warnings=[schema.IgnoredLogicalType('Unknown date1, using int.')]),
ValidTestSchema(
{"type": "long", "logicalType": "date"},
warnings=[schema.IgnoredLogicalType('Logical type date requires literal type int, not long.')]),
ValidTestSchema(
{"type": "int", "logicalType": "time-milis"},
warnings=[schema.IgnoredLogicalType('Unknown time-milis, using int.')]),
ValidTestSchema(
{"type": "long", "logicalType": "time-millis"},
warnings=[schema.IgnoredLogicalType('Logical type time-millis requires literal type int, not long.')]),
ValidTestSchema(
{"type": "long", "logicalType": "time-micro"},
warnings=[schema.IgnoredLogicalType('Unknown time-micro, using long.')]),
ValidTestSchema(
{"type": "int", "logicalType": "time-micros"},
warnings=[schema.IgnoredLogicalType('Logical type time-micros requires literal type long, not int.')]),
ValidTestSchema(
{"type": "long", "logicalType": "timestamp-milis"},
warnings=[schema.IgnoredLogicalType('Unknown timestamp-milis, using long.')]),
ValidTestSchema(
{"type": "int", "logicalType": "timestamp-millis"},
warnings=[schema.IgnoredLogicalType('Logical type timestamp-millis requires literal type long, not int.')]),
ValidTestSchema(
{"type": "long", "logicalType": "timestamp-micro"},
warnings=[schema.IgnoredLogicalType('Unknown timestamp-micro, using long.')]),
ValidTestSchema(
{"type": "int", "logicalType": "timestamp-micros"},
warnings=[schema.IgnoredLogicalType('Logical type timestamp-micros requires literal type long, not int.')])
]
EXAMPLES = PRIMITIVE_EXAMPLES
EXAMPLES += FIXED_EXAMPLES
EXAMPLES += ENUM_EXAMPLES
EXAMPLES += ARRAY_EXAMPLES
EXAMPLES += MAP_EXAMPLES
EXAMPLES += UNION_EXAMPLES
EXAMPLES += RECORD_EXAMPLES
EXAMPLES += DOC_EXAMPLES
EXAMPLES += DECIMAL_LOGICAL_TYPE
EXAMPLES += DATE_LOGICAL_TYPE
EXAMPLES += TIMEMILLIS_LOGICAL_TYPE
EXAMPLES += TIMEMICROS_LOGICAL_TYPE
EXAMPLES += TIMESTAMPMILLIS_LOGICAL_TYPE
EXAMPLES += TIMESTAMPMICROS_LOGICAL_TYPE
EXAMPLES += IGNORED_LOGICAL_TYPE
VALID_EXAMPLES = [e for e in EXAMPLES if e.valid]
INVALID_EXAMPLES = [e for e in EXAMPLES if not e.valid]
class TestMisc(unittest.TestCase):
"""Miscellaneous tests for schema"""
def test_correct_recursive_extraction(self):
"""A recursive reference within a schema should be the same type every time."""
s = schema.parse('{"type": "record", "name": "X", "fields": [{"name": "y", "type": {"type": "record", "name": "Y", "fields": [{"name": "Z", "type": "X"}]}}]}')
t = schema.parse(str(s.fields[0].type))
# If we've made it this far, the subschema was reasonably stringified; it ccould be reparsed.
self.assertEqual("X", t.fields[0].type.name)
def test_name_is_none(self):
"""When a name is None its namespace is None."""
self.assertIsNone(schema.Name(None, None, None).fullname)
self.assertIsNone(schema.Name(None, None, None).space)
def test_name_not_empty_string(self):
"""A name cannot be the empty string."""
self.assertRaises(schema.SchemaParseException, schema.Name, "", None, None)
def test_name_space_specified(self):
"""Space combines with a name to become the fullname."""
# name and namespace specified
fullname = schema.Name('a', 'o.a.h', None).fullname
self.assertEqual(fullname, 'o.a.h.a')
def test_fullname_space_specified(self):
"""When name contains dots, namespace should be ignored."""
fullname = schema.Name('a.b.c.d', 'o.a.h', None).fullname
self.assertEqual(fullname, 'a.b.c.d')
def test_name_default_specified(self):
"""Default space becomes the namespace when the namespace is None."""
fullname = schema.Name('a', None, 'b.c.d').fullname
self.assertEqual(fullname, 'b.c.d.a')
def test_fullname_default_specified(self):
"""When a name contains dots, default space should be ignored."""
fullname = schema.Name('a.b.c.d', None, 'o.a.h').fullname
self.assertEqual(fullname, 'a.b.c.d')
def test_fullname_space_default_specified(self):
"""When a name contains dots, namespace and default space should be ignored."""
fullname = schema.Name('a.b.c.d', 'o.a.a', 'o.a.h').fullname
self.assertEqual(fullname, 'a.b.c.d')
def test_name_space_default_specified(self):
"""When name and space are specified, default space should be ignored."""
fullname = schema.Name('a', 'o.a.a', 'o.a.h').fullname
self.assertEqual(fullname, 'o.a.a.a')
def test_equal_names(self):
"""Equality of names is defined on the fullname and is case-sensitive."""
self.assertEqual(schema.Name('a.b.c.d', None, None), schema.Name('d', 'a.b.c', None))
self.assertNotEqual(schema.Name('C.d', None, None), schema.Name('c.d', None, None))
def test_invalid_name(self):
"""The name portion of a fullname, record field names, and enum symbols must:
start with [A-Za-z_] and subsequently contain only [A-Za-z0-9_]"""
self.assertRaises(schema.InvalidName, schema.Name, 'an especially spacey cowboy', None, None)
self.assertRaises(schema.InvalidName, schema.Name, '99 problems but a name aint one', None, None)
def test_null_namespace(self):
"""The empty string may be used as a namespace to indicate the null namespace."""
name = schema.Name('name', "", None)
self.assertEqual(name.fullname, "name")
self.assertIsNone(name.space)
def test_exception_is_not_swallowed_on_parse_error(self):
"""A specific exception message should appear on a json parse error."""
try:
schema.parse('/not/a/real/file')
caught_exception = False
except schema.SchemaParseException as e:
expected_message = 'Error parsing JSON: /not/a/real/file, error = ' \
'No JSON object could be decoded'
self.assertEqual(expected_message, e.args[0])
caught_exception = True
self.assertTrue(caught_exception, 'Exception was not caught')
def test_decimal_valid_type(self):
fixed_decimal_schema = ValidTestSchema({
"type": "fixed",
"logicalType": "decimal",
"name": "TestDecimal",
"precision": 4,
"scale": 2,
"size": 2})
bytes_decimal_schema = ValidTestSchema({
"type": "bytes",
"logicalType": "decimal",
"precision": 4})
fixed_decimal = fixed_decimal_schema.parse()
self.assertEqual(4, fixed_decimal.get_prop('precision'))
self.assertEqual(2, fixed_decimal.get_prop('scale'))
self.assertEqual(2, fixed_decimal.get_prop('size'))
bytes_decimal = bytes_decimal_schema.parse()
self.assertEqual(4, bytes_decimal.get_prop('precision'))
self.assertEqual(0, bytes_decimal.get_prop('scale'))
def test_fixed_decimal_valid_max_precision(self):
# An 8 byte number can represent any 18 digit number.
fixed_decimal_schema = ValidTestSchema({
"type": "fixed",
"logicalType": "decimal",
"name": "TestDecimal",
"precision": 18,
"scale": 0,
"size": 8})
fixed_decimal = fixed_decimal_schema.parse()
self.assertIsInstance(fixed_decimal, schema.FixedSchema)
self.assertIsInstance(fixed_decimal, schema.DecimalLogicalSchema)
def test_fixed_decimal_invalid_max_precision(self):
# An 8 byte number can't represent every 19 digit number, so the logical
# type is not applied.
fixed_decimal_schema = ValidTestSchema({
"type": "fixed",
"logicalType": "decimal",
"name": "TestDecimal",
"precision": 19,
"scale": 0,
"size": 8})
fixed_decimal = fixed_decimal_schema.parse()
self.assertIsInstance(fixed_decimal, schema.FixedSchema)
self.assertNotIsInstance(fixed_decimal, schema.DecimalLogicalSchema)
class SchemaParseTestCase(unittest.TestCase):
"""Enable generating parse test cases over all the valid and invalid example schema."""
def __init__(self, test_schema):
"""Ignore the normal signature for unittest.TestCase because we are generating
many test cases from this one class. This is safe as long as the autoloader
ignores this class. The autoloader will ignore this class as long as it has
no methods starting with `test_`.
"""
super(SchemaParseTestCase, self).__init__(
'parse_valid' if test_schema.valid else 'parse_invalid')
self.test_schema = test_schema
# Never hide repeated warnings when running this test case.
warnings.simplefilter("always")
def parse_valid(self):
"""Parsing a valid schema should not error, but may contain warnings."""
with warnings.catch_warnings(record=True) as actual_warnings:
try:
self.test_schema.parse()
except (schema.AvroException, schema.SchemaParseException):
self.fail("Valid schema failed to parse: {!s}".format(self.test_schema))
actual_messages = [str(wmsg.message) for wmsg in actual_warnings]
if self.test_schema.warnings:
expected_messages = [str(w) for w in self.test_schema.warnings]
self.assertItemsEqual(actual_messages, expected_messages)
else:
self.assertEqual(actual_messages, [])
def parse_invalid(self):
"""Parsing an invalid schema should error."""
try:
self.test_schema.parse()
except (schema.AvroException, schema.SchemaParseException):
pass
else:
self.fail("Invalid schema should not have parsed: {!s}".format(self.test_schema))
class RoundTripParseTestCase(unittest.TestCase):
"""Enable generating round-trip parse test cases over all the valid test schema."""
def __init__(self, test_schema):
"""Ignore the normal signature for unittest.TestCase because we are generating
many test cases from this one class. This is safe as long as the autoloader
ignores this class. The autoloader will ignore this class as long as it has
no methods starting with `test_`.
"""
super(RoundTripParseTestCase, self).__init__('parse_round_trip')
self.test_schema = test_schema
def parse_round_trip(self):
"""The string of a Schema should be parseable to the same Schema."""
parsed = self.test_schema.parse()
round_trip = schema.parse(str(parsed))
self.assertEqual(parsed, round_trip)
class DocAttributesTestCase(unittest.TestCase):
"""Enable generating document attribute test cases over all the document test schema."""
def __init__(self, test_schema):
"""Ignore the normal signature for unittest.TestCase because we are generating
many test cases from this one class. This is safe as long as the autoloader
ignores this class. The autoloader will ignore this class as long as it has
no methods starting with `test_`.
"""
super(DocAttributesTestCase, self).__init__('check_doc_attributes')
self.test_schema = test_schema
def check_doc_attributes(self):
"""Documentation attributes should be preserved."""
sch = self.test_schema.parse()
self.assertIsNotNone(sch.doc, "Failed to preserve 'doc' in schema: {!s}".format(self.test_schema))
if sch.type == 'record':
for f in sch.fields:
self.assertIsNotNone(f.doc, "Failed to preserve 'doc' in fields: {!s}".format(self.test_schema))
class OtherAttributesTestCase(unittest.TestCase):
"""Enable generating attribute test cases over all the other-prop test schema."""
_type_map = {
"cp_array": list,
"cp_boolean": bool,
"cp_float": float,
"cp_int": int,
"cp_null": type(None),
"cp_object": dict,
"cp_string": basestring,
}
def __init__(self, test_schema):
"""Ignore the normal signature for unittest.TestCase because we are generating
many test cases from this one class. This is safe as long as the autoloader
ignores this class. The autoloader will ignore this class as long as it has
no methods starting with `test_`.
"""
super(OtherAttributesTestCase, self).__init__('check_attributes')
self.test_schema = test_schema
def _check_props(self, props):
for k, v in props.items():
self.assertIsInstance(v, self._type_map[k])
def check_attributes(self):
"""Other attributes and their types on a schema should be preserved."""
sch = self.test_schema.parse()
round_trip = schema.parse(str(sch))
self.assertEqual(sch.other_props, round_trip.other_props,
"Properties were not preserved in a round-trip parse.")
self._check_props(sch.other_props)
if sch.type == "record":
field_props = [f.other_props for f in sch.fields if f.other_props]
self.assertEqual(len(field_props), len(sch.fields))
for p in field_props:
self._check_props(p)
def load_tests(loader, default_tests, pattern):
"""Generate test cases across many test schema."""
suite = unittest.TestSuite()
suite.addTests(loader.loadTestsFromTestCase(TestMisc))
suite.addTests(SchemaParseTestCase(ex) for ex in EXAMPLES)
suite.addTests(RoundTripParseTestCase(ex) for ex in VALID_EXAMPLES)
suite.addTests(DocAttributesTestCase(ex) for ex in DOC_EXAMPLES)
suite.addTests(OtherAttributesTestCase(ex) for ex in OTHER_PROP_EXAMPLES)
return suite
if __name__ == '__main__':
unittest.main()